Day 11 Summary Report

Dataset statistics

Number of variables	20
Number of observations	295679
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`CO (ppm)` is highly overall correlated with `Time (s)` and 8 other fields	High correlation
`Heater voltage (V)` is highly overall correlated with `R4 (MOhm)` and 10 other fields	High correlation
`R1 (MOhm)` is highly overall correlated with `R2 (MOhm)` and 10 other fields	High correlation
`R2 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 8 other fields	High correlation
`R3 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 5 other fields	High correlation
`R4 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R5 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R6 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R7 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R8 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R9 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R10 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R11 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R12 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R13 (MOhm)` is highly overall correlated with `Time (s)` and 14 other fields	High correlation
`R14 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`Time (s)` is highly overall correlated with `CO (ppm)` and 2 other fields	High correlation
`Humidity (%r.h.)` is highly overall correlated with `Time (s)` and 1 other fields	High correlation
`Flow rate (mL/min)` is highly skewed (γ1 = -107.9965091)	Skewed
`Time (s)` is uniformly distributed	Uniform
`Time (s)` has unique values	Unique
`CO (ppm)` has 32184 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-20 08:44:04.109055
Analysis finished	2022-12-20 08:45:55.090348
Duration	1 minute and 50.98 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Time (s)
Real number (ℝ)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	295679
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45457.564

Minimum	0
Maximum	90907.614
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4549.889
Q1	22729.456
median	45452.478
Q3	68193.511
95-th percentile	86361.007
Maximum	90907.614
Range	90907.614
Interquartile range (IQR)	45464.056

Descriptive statistics

Standard deviation	26242.016
Coefficient of variation (CV)	0.57728602
Kurtosis	-1.2003094
Mean	45457.564
Median Absolute Deviation (MAD)	22732.135
Skewness	-0.0002020939
Sum	1.3440847 × 10¹⁰
Variance	6.886434 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
60650.134	1	< 0.1%
60621.865	1	< 0.1%
60621.556	1	< 0.1%
60621.246	1	< 0.1%
60620.937	1	< 0.1%
60620.629	1	< 0.1%
60620.319	1	< 0.1%
60620.011	1	< 0.1%
60619.701	1	< 0.1%
Other values (295669)	295669	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.307	1	< 0.1%
0.617	1	< 0.1%
0.924	1	< 0.1%
1.234	1	< 0.1%
1.541	1	< 0.1%
1.85	1	< 0.1%
2.16	1	< 0.1%
2.469	1	< 0.1%
2.779	1	< 0.1%

Value	Count	Frequency (%)
90907.614	1	< 0.1%
90907.305	1	< 0.1%
90906.996	1	< 0.1%
90906.687	1	< 0.1%
90906.378	1	< 0.1%
90906.068	1	< 0.1%
90905.758	1	< 0.1%
90905.451	1	< 0.1%
90905.142	1	< 0.1%
90904.834	1	< 0.1%

CO (ppm)
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	298
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8994144

Minimum	0
Maximum	20
Zeros	32184
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.44
median	8.89
Q3	15.56
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	11.12

Descriptive statistics

Standard deviation	6.4275446
Coefficient of variation (CV)	0.64928533
Kurtosis	-1.2332605
Mean	9.8994144
Median Absolute Deviation (MAD)	6.67
Skewness	0.0092530907
Sum	2927049
Variance	41.31333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32184	10.9%
4.44	29280	9.9%
8.89	29264	9.9%
13.33	29259	9.9%
15.56	29252	9.9%
20	29245	9.9%
2.22	29241	9.9%
11.11	29229	9.9%
17.78	29220	9.9%
6.67	29215	9.9%
Other values (288)	290	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32184	10.9%
0.0711	1	< 0.1%
0.18	1	< 0.1%
0.4351	1	< 0.1%
0.4623	1	< 0.1%
0.4928	1	< 0.1%
0.5195	1	< 0.1%
0.5239	1	< 0.1%
0.5372	1	< 0.1%
0.6756	1	< 0.1%

Value	Count	Frequency (%)
20	29245	9.9%
19.8933	1	< 0.1%
19.7158	1	< 0.1%
19.5049	1	< 0.1%
19.4133	1	< 0.1%
19.0002	1	< 0.1%
18.8256	1	< 0.1%
18.8056	1	< 0.1%
18.76	1	< 0.1%
18.4751	1	< 0.1%

Humidity (%r.h.)
Real number (ℝ)

Distinct	20883
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.443415

Minimum	20.78
Maximum	83.81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	20.78
5-th percentile	31.71
Q1	43.36
median	52.61
Q3	60.61
95-th percentile	69.79
Maximum	83.81
Range	63.03
Interquartile range (IQR)	17.25

Descriptive statistics

Standard deviation	11.984236
Coefficient of variation (CV)	0.23295957
Kurtosis	-0.58083913
Mean	51.443415
Median Absolute Deviation (MAD)	8.5
Skewness	-0.26920017
Sum	15210738
Variance	143.62191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.88	2582	0.9%
53.62	1782	0.6%
32.78	1749	0.6%
33.35	1607	0.5%
53.6	1577	0.5%
57.7	1445	0.5%
34.93	1435	0.5%
53.63	1355	0.5%
35.43	1324	0.4%
34.89	1288	0.4%
Other values (20873)	279535	94.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.78	158	0.1%
20.8192	1	< 0.1%
20.8355	1	< 0.1%
20.9926	1	< 0.1%
21.1655	1	< 0.1%
21.1785	1	< 0.1%
21.3389	1	< 0.1%
21.3396	1	< 0.1%
21.3398	1	< 0.1%
21.34	237	0.1%

Value	Count	Frequency (%)
83.81	59	< 0.1%
83.8099	1	< 0.1%
83.8097	1	< 0.1%
83.8096	1	< 0.1%
83.7321	1	< 0.1%
83.5879	1	< 0.1%
83.4428	1	< 0.1%
83.34	10	< 0.1%
83.3399	1	< 0.1%
83.3398	1	< 0.1%

Temperature (C)
Real number (ℝ)

Distinct	7360
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.045859

Minimum	9.9032
Maximum	25.86
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	9.9032
5-th percentile	24.18
Q1	24.86
median	25.02
Q3	25.34
95-th percentile	25.66
Maximum	25.86
Range	15.9568
Interquartile range (IQR)	0.48

Descriptive statistics

Standard deviation	0.42445315
Coefficient of variation (CV)	0.016947039
Kurtosis	7.0835881
Mean	25.045859
Median Absolute Deviation (MAD)	0.24
Skewness	-0.62658917
Sum	7405534.5
Variance	0.18016047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.94	22217	7.5%
24.98	17902	6.1%
25.02	16332	5.5%
25.26	14076	4.8%
25.62	12856	4.3%
25.18	12684	4.3%
24.9	12356	4.2%
24.14	11095	3.8%
24.86	10987	3.7%
25.3	10760	3.6%
Other values (7350)	154414	52.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.9032	1	< 0.1%
13.7998	1	< 0.1%
17.7318	1	< 0.1%
21.6256	1	< 0.1%
24.06	278	0.1%
24.0607	1	< 0.1%
24.0608	2	< 0.1%
24.0609	1	< 0.1%
24.0613	1	< 0.1%
24.0615	2	< 0.1%

Value	Count	Frequency (%)
25.86	1126	0.4%
25.8598	1	< 0.1%
25.8596	3	< 0.1%
25.8594	1	< 0.1%
25.8588	1	< 0.1%
25.8587	1	< 0.1%
25.8585	1	< 0.1%
25.8584	1	< 0.1%
25.8582	1	< 0.1%
25.8575	1	< 0.1%

Flow rate (mL/min)
Real number (ℝ)

Distinct	11289
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.94666

Minimum	0
Maximum	275.2305
Zeros	11
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	239.759
Q1	239.8968
median	239.9717
Q3	240.0434
95-th percentile	240.1774
Maximum	275.2305
Range	275.2305
Interquartile range (IQR)	0.1466

Descriptive statistics

Standard deviation	1.8404472
Coefficient of variation (CV)	0.007670235
Kurtosis	13278.855
Mean	239.94666
Median Absolute Deviation (MAD)	0.0733
Skewness	-107.99651
Sum	70947188
Variance	3.387246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
239.981	143	< 0.1%
239.9574	142	< 0.1%
239.987	141	< 0.1%
239.9727	139	< 0.1%
240.0014	138	< 0.1%
239.9995	137	< 0.1%
239.9692	135	< 0.1%
240.0009	135	< 0.1%
239.9884	134	< 0.1%
239.972	134	< 0.1%
Other values (11279)	294301	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	< 0.1%
0.9584	1	< 0.1%
18.7833	1	< 0.1%
60.266	1	< 0.1%
74.9915	1	< 0.1%
92.2314	1	< 0.1%
133.3308	1	< 0.1%
136.7008	1	< 0.1%
141.0782	1	< 0.1%
149.0245	1	< 0.1%

Value	Count	Frequency (%)
275.2305	1	< 0.1%
270.9762	1	< 0.1%
262.7539	1	< 0.1%
262.543	1	< 0.1%
259.009	1	< 0.1%
258.8157	1	< 0.1%
258.1985	1	< 0.1%
257.6023	1	< 0.1%
257.0918	1	< 0.1%
256.6054	1	< 0.1%

Heater voltage (V)
Real number (ℝ)

Distinct	1741
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35504491

Minimum	0.1982
Maximum	0.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.1982
5-th percentile	0.1992
Q1	0.2
median	0.2
Q3	0.207
95-th percentile	0.8987
Maximum	0.9
Range	0.7018
Interquartile range (IQR)	0.007

Descriptive statistics

Standard deviation	0.28848907
Coefficient of variation (CV)	0.81254247
Kurtosis	-0.20776157
Mean	0.35504491
Median Absolute Deviation (MAD)	0.0001
Skewness	1.3364152
Sum	104979.32
Variance	0.083225943
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	145951	49.4%
0.898	21501	7.3%
0.899	10640	3.6%
0.199	6836	2.3%
0.201	6002	2.0%
0.1992	4553	1.5%
0.1997	4543	1.5%
0.1991	4514	1.5%
0.1999	4467	1.5%
0.1995	4459	1.5%
Other values (1731)	82213	27.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1982	4	< 0.1%
0.1983	2	< 0.1%
0.1984	2	< 0.1%
0.1985	1	< 0.1%
0.1986	1	< 0.1%
0.1987	4	< 0.1%
0.1988	3	< 0.1%
0.1989	1	< 0.1%
0.199	6836	2.3%
0.1991	4514	1.5%

Value	Count	Frequency (%)
0.9	31	< 0.1%
0.8999	37	< 0.1%
0.8998	42	< 0.1%
0.8997	41	< 0.1%
0.8996	38	< 0.1%
0.8995	61	< 0.1%
0.8994	56	< 0.1%
0.8993	48	< 0.1%
0.8992	61	< 0.1%
0.8991	50	< 0.1%

R1 (MOhm)
Real number (ℝ)

Distinct	8541
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.083439

Minimum	0.0315
Maximum	105.4143
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0315
5-th percentile	0.0786
Q1	0.333
median	1.0215
Q3	18.4647
95-th percentile	64.102
Maximum	105.4143
Range	105.3828
Interquartile range (IQR)	18.1317

Descriptive statistics

Standard deviation	21.342049
Coefficient of variation (CV)	1.6312262
Kurtosis	1.7371808
Mean	13.083439
Median Absolute Deviation (MAD)	0.9372
Skewness	1.6881126
Sum	3868498.3
Variance	455.48308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0948	642	0.2%
0.0944	642	0.2%
0.095	632	0.2%
0.0947	591	0.2%
0.0942	580	0.2%
0.0946	575	0.2%
0.0954	570	0.2%
0.0939	569	0.2%
0.0943	568	0.2%
0.094	568	0.2%
Other values (8531)	289742	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0315	1	< 0.1%
0.0317	1	< 0.1%
0.0319	1	< 0.1%
0.0322	1	< 0.1%
0.0325	1	< 0.1%
0.0326	2	< 0.1%
0.0328	2	< 0.1%
0.0329	1	< 0.1%
0.0332	1	< 0.1%
0.0333	2	< 0.1%

Value	Count	Frequency (%)
105.4143	1	< 0.1%
102.9706	2	< 0.1%
101.6844	2	< 0.1%
100.6367	11	< 0.1%
99.4072	18	< 0.1%
98.4052	20	< 0.1%
97.2289	26	< 0.1%
96.2696	22	< 0.1%
95.143	32	< 0.1%
94.2239	46	< 0.1%

R2 (MOhm)
Real number (ℝ)

Distinct	8250
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.265408

Minimum	0.0548
Maximum	142.5199
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0548
5-th percentile	0.1395
Q1	0.423
median	0.9784
Q3	20.1415
95-th percentile	75.0345
Maximum	142.5199
Range	142.4651
Interquartile range (IQR)	19.7185

Descriptive statistics

Standard deviation	25.208724
Coefficient of variation (CV)	1.6513626
Kurtosis	1.1054149
Mean	15.265408
Median Absolute Deviation (MAD)	0.8352
Skewness	1.5789361
Sum	4513660.4
Variance	635.47975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78.3034	851	0.3%
79.7171	842	0.3%
79.0683	821	0.3%
77.677	800	0.3%
76.9383	795	0.3%
81.1822	781	0.3%
76.3332	772	0.3%
82.7015	755	0.3%
82.004	739	0.2%
80.5097	737	0.2%
Other values (8240)	287786	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0548	1	< 0.1%
0.0555	1	< 0.1%
0.056	1	< 0.1%
0.0564	1	< 0.1%
0.0571	1	< 0.1%
0.0573	1	< 0.1%
0.0574	1	< 0.1%
0.0584	1	< 0.1%
0.0586	2	< 0.1%
0.0594	2	< 0.1%

Value	Count	Frequency (%)
142.5199	1	< 0.1%
135.8172	1	< 0.1%
119.5851	1	< 0.1%
116.4568	1	< 0.1%
113.4868	4	< 0.1%
111.9292	1	< 0.1%
109.181	3	< 0.1%
107.9756	6	< 0.1%
106.5634	8	< 0.1%
105.4143	16	< 0.1%

R3 (MOhm)
Real number (ℝ)

Distinct	8323
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.723427

Minimum	0.051
Maximum	185.8025
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.051
5-th percentile	0.1099
Q1	0.4688
median	2.1489
Q3	34.9838
95-th percentile	77.2091
Maximum	185.8025
Range	185.7515
Interquartile range (IQR)	34.515

Descriptive statistics

Standard deviation	26.7043
Coefficient of variation (CV)	1.4262507
Kurtosis	0.25043273
Mean	18.723427
Median Absolute Deviation (MAD)	2.0362
Skewness	1.2760085
Sum	5536124.1
Variance	713.11964
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82.2033	933	0.3%
81.51	897	0.3%
83.7703	870	0.3%
80.6932	842	0.3%
80.0247	835	0.3%
83.0507	827	0.3%
79.2369	818	0.3%
78.592	805	0.3%
84.6501	798	0.3%
85.3974	798	0.3%
Other values (8313)	287256	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.051	2	< 0.1%
0.0518	1	< 0.1%
0.0525	1	< 0.1%
0.0539	1	< 0.1%
0.0542	1	< 0.1%
0.0553	2	< 0.1%
0.0557	1	< 0.1%
0.0558	2	< 0.1%
0.0559	3	< 0.1%
0.0564	1	< 0.1%

Value	Count	Frequency (%)
185.8025	1	< 0.1%
123.6951	1	< 0.1%
112.8031	1	< 0.1%
109.9965	1	< 0.1%
108.5233	2	< 0.1%
107.3251	7	< 0.1%
105.9214	15	< 0.1%
104.7792	23	< 0.1%
103.4404	31	< 0.1%
102.3503	58	< 0.1%

R4 (MOhm)
Real number (ℝ)

Distinct	8136
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.355204

Minimum	0.038
Maximum	95.1847
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.038
5-th percentile	0.1
Q1	1.07355
median	16.6385
Q3	31.0671
95-th percentile	48.4545
Maximum	95.1847
Range	95.1467
Interquartile range (IQR)	29.99355

Descriptive statistics

Standard deviation	16.723148
Coefficient of variation (CV)	0.91108484
Kurtosis	-0.68201582
Mean	18.355204
Median Absolute Deviation (MAD)	15.1996
Skewness	0.5501912
Sum	5427248.3
Variance	279.66368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.1399	857	0.3%
34.9216	841	0.3%
33.3338	822	0.3%
36.3021	810	0.3%
33.5001	799	0.3%
35.1038	799	0.3%
33.9517	796	0.3%
34.2691	795	0.3%
36.6641	794	0.3%
34.7712	785	0.3%
Other values (8126)	287581	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.038	1	< 0.1%
0.0385	1	< 0.1%
0.0386	1	< 0.1%
0.0389	1	< 0.1%
0.0394	1	< 0.1%
0.0395	1	< 0.1%
0.0396	1	< 0.1%
0.0397	1	< 0.1%
0.0399	1	< 0.1%
0.0401	2	< 0.1%

Value	Count	Frequency (%)
95.1847	1	< 0.1%
80.9098	2	< 0.1%
80.1281	2	< 0.1%
79.2097	1	< 0.1%
78.4601	2	< 0.1%
77.5789	8	< 0.1%
76.8594	10	< 0.1%
76.0133	14	< 0.1%
75.3221	14	< 0.1%
74.5089	23	< 0.1%

R5 (MOhm)
Real number (ℝ)

Distinct	8292
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.474432

Minimum	0.0449
Maximum	122.6378
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0449
5-th percentile	0.1127
Q1	1.0128
median	23.8188
Q3	47.0253
95-th percentile	74.8839
Maximum	122.6378
Range	122.5929
Interquartile range (IQR)	46.0125

Descriptive statistics

Standard deviation	25.926966
Coefficient of variation (CV)	0.94367613
Kurtosis	-0.81335908
Mean	27.474432
Median Absolute Deviation (MAD)	22.9298
Skewness	0.54462501
Sum	8123612.7
Variance	672.20757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.5412	1105	0.4%
48.0682	1104	0.4%
47.7793	1088	0.4%
47.2584	1081	0.4%
47.0253	1074	0.4%
48.6068	1068	0.4%
44.8125	1066	0.4%
46.7486	1063	0.4%
46.0259	1061	0.4%
45.7605	1057	0.4%
Other values (8282)	284912	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0449	1	< 0.1%
0.0452	1	< 0.1%
0.0453	1	< 0.1%
0.0456	1	< 0.1%
0.0467	1	< 0.1%
0.0468	1	< 0.1%
0.0472	1	< 0.1%
0.0473	2	< 0.1%
0.0477	1	< 0.1%
0.0485	1	< 0.1%

Value	Count	Frequency (%)
122.6378	3	< 0.1%
120.8197	1	< 0.1%
119.345	3	< 0.1%
117.6218	4	< 0.1%
116.223	4	< 0.1%
114.5874	7	< 0.1%
113.2589	7	< 0.1%
111.7044	22	< 0.1%
110.441	18	< 0.1%
108.9618	17	< 0.1%

R6 (MOhm)
Real number (ℝ)

Distinct	8185
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.480014

Minimum	0.0465
Maximum	145.1587
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0465
5-th percentile	0.1218
Q1	0.9539
median	14.2881
Q3	44.4533
95-th percentile	74.2258
Maximum	145.1587
Range	145.1122
Interquartile range (IQR)	43.4994

Descriptive statistics

Standard deviation	25.686316
Coefficient of variation (CV)	1.049277
Kurtosis	-0.57458332
Mean	24.480014
Median Absolute Deviation (MAD)	14.1621
Skewness	0.77086786
Sum	7238226.1
Variance	659.78683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.3106	938	0.3%
45.9557	933	0.3%
49.0116	930	0.3%
46.4788	924	0.3%
49.2798	918	0.3%
47.8646	913	0.3%
50.2138	911	0.3%
49.8802	900	0.3%
49.6055	899	0.3%
46.7691	899	0.3%
Other values (8175)	286514	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0465	1	< 0.1%
0.0482	2	< 0.1%
0.0483	1	< 0.1%
0.0487	1	< 0.1%
0.0489	1	< 0.1%
0.0491	4	< 0.1%
0.0493	1	< 0.1%
0.0495	1	< 0.1%
0.0496	2	< 0.1%
0.0497	2	< 0.1%

Value	Count	Frequency (%)
145.1587	1	< 0.1%
120.179	1	< 0.1%
115.3585	3	< 0.1%
113.6483	1	< 0.1%
112.2611	4	< 0.1%
110.6402	2	< 0.1%
109.3244	11	< 0.1%
107.7859	15	< 0.1%
106.5363	24	< 0.1%
105.0741	40	< 0.1%

R7 (MOhm)
Real number (ℝ)

Distinct	8190
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.477603

Minimum	0.0494
Maximum	126.9913
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0494
5-th percentile	0.12
Q1	1.0501
median	22.4465
Q3	47.778
95-th percentile	76.3203
Maximum	126.9913
Range	126.9419
Interquartile range (IQR)	46.7279

Descriptive statistics

Standard deviation	26.356086
Coefficient of variation (CV)	0.95918429
Kurtosis	-0.82381968
Mean	27.477603
Median Absolute Deviation (MAD)	22.3055
Skewness	0.57411826
Sum	8124550.3
Variance	694.64325
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.2542	1110	0.4%
46.4664	1081	0.4%
49.4202	1066	0.4%
51.1767	1065	0.4%
48.0199	1059	0.4%
50.2568	1051	0.4%
48.3134	1045	0.4%
49.1134	1042	0.4%
49.9924	1042	0.4%
50.5778	1039	0.4%
Other values (8180)	285079	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0494	1	< 0.1%
0.0506	1	< 0.1%
0.0518	1	< 0.1%
0.052	1	< 0.1%
0.0521	2	< 0.1%
0.0526	1	< 0.1%
0.0528	1	< 0.1%
0.0529	1	< 0.1%
0.0534	1	< 0.1%
0.0535	1	< 0.1%

Value	Count	Frequency (%)
126.9913	1	< 0.1%
123.4452	1	< 0.1%
115.5214	1	< 0.1%
113.8957	1	< 0.1%
112.5752	1	< 0.1%
111.0301	2	< 0.1%
109.7743	11	< 0.1%
108.304	9	< 0.1%
107.1083	20	< 0.1%
105.7075	36	< 0.1%

R8 (MOhm)
Real number (ℝ)

Distinct	6277
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.197989

Minimum	0.031
Maximum	96.8414
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.031
5-th percentile	0.0974
Q1	9.7444
median	23.8281
Q3	36.3407
95-th percentile	54.8097
Maximum	96.8414
Range	96.8104
Interquartile range (IQR)	26.5963

Descriptive statistics

Standard deviation	17.93073
Coefficient of variation (CV)	0.74100085
Kurtosis	-0.60786824
Mean	24.197989
Median Absolute Deviation (MAD)	12.7289
Skewness	0.25893892
Sum	7154837.2
Variance	321.5111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.099	922	0.3%
43.7627	899	0.3%
43.0331	898	0.3%
0.0985	887	0.3%
45.2505	887	0.3%
44.9727	884	0.3%
46.8407	884	0.3%
44.7437	884	0.3%
0.0987	880	0.3%
42.5736	878	0.3%
Other values (6267)	286776	97.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.031	1	< 0.1%
0.032	1	< 0.1%
0.0323	1	< 0.1%
0.0325	1	< 0.1%
0.0328	1	< 0.1%
0.0331	2	< 0.1%
0.0333	3	< 0.1%
0.0334	2	< 0.1%
0.0335	1	< 0.1%
0.0336	2	< 0.1%

Value	Count	Frequency (%)
96.8414	1	< 0.1%
94.5965	1	< 0.1%
92.4523	1	< 0.1%
91.3229	4	< 0.1%
90.4024	4	< 0.1%
89.3217	2	< 0.1%
88.4405	7	< 0.1%
87.4055	4	< 0.1%
86.5611	7	< 0.1%
85.5689	7	< 0.1%

R9 (MOhm)
Real number (ℝ)

Distinct	6349
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.96928

Minimum	0.0289
Maximum	73.8555
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0289
5-th percentile	0.0953
Q1	5.0285
median	17.0911
Q3	28.4082
95-th percentile	49.053
Maximum	73.8555
Range	73.8266
Interquartile range (IQR)	23.3797

Descriptive statistics

Standard deviation	15.754608
Coefficient of variation (CV)	0.83053272
Kurtosis	-0.20054505
Mean	18.96928
Median Absolute Deviation (MAD)	11.6298
Skewness	0.64749097
Sum	5608817.8
Variance	248.20766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0961	2346	0.8%
0.0962	2342	0.8%
0.0963	2326	0.8%
0.096	2253	0.8%
0.0958	2110	0.7%
0.0957	2062	0.7%
0.0965	2057	0.7%
0.0956	1921	0.6%
0.0954	1825	0.6%
0.0953	1640	0.6%
Other values (6339)	274797	92.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0289	1	< 0.1%
0.029	2	< 0.1%
0.0291	2	< 0.1%
0.0292	2	< 0.1%
0.0293	3	< 0.1%
0.0294	5	< 0.1%
0.0296	2	< 0.1%
0.0297	3	< 0.1%
0.0298	3	< 0.1%
0.0299	1	< 0.1%

Value	Count	Frequency (%)
73.8555	2	< 0.1%
73.1532	2	< 0.1%
72.5778	4	< 0.1%
71.8992	6	< 0.1%
71.3431	11	< 0.1%
70.6869	11	< 0.1%
70.1491	15	< 0.1%
69.5143	41	< 0.1%
68.9939	33	< 0.1%
68.3795	49	< 0.1%

R10 (MOhm)
Real number (ℝ)

Distinct	6475
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.800602

Minimum	0.036
Maximum	108.5233
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.036
5-th percentile	0.1163
Q1	8.2554
median	21.6024
Q3	34.9838
95-th percentile	53.4654
Maximum	108.5233
Range	108.4873
Interquartile range (IQR)	26.7284

Descriptive statistics

Standard deviation	17.526052
Coefficient of variation (CV)	0.76866618
Kurtosis	-0.56102576
Mean	22.800602
Median Absolute Deviation (MAD)	13.3814
Skewness	0.36885354
Sum	6741659.3
Variance	307.1625
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1186	1468	0.5%
0.1184	1417	0.5%
0.1178	1416	0.5%
0.1179	1403	0.5%
0.118	1359	0.5%
0.1194	1356	0.5%
0.1183	1338	0.5%
0.1187	1336	0.5%
0.1182	1329	0.4%
0.1195	1326	0.4%
Other values (6465)	281931	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.036	1	< 0.1%
0.0362	1	< 0.1%
0.0364	1	< 0.1%
0.0366	1	< 0.1%
0.0369	1	< 0.1%
0.0371	1	< 0.1%
0.0373	1	< 0.1%
0.0374	2	< 0.1%
0.0375	1	< 0.1%
0.0377	1	< 0.1%

Value	Count	Frequency (%)
108.5233	1	< 0.1%
90.6767	1	< 0.1%
88.0388	1	< 0.1%
87.0883	4	< 0.1%
86.3116	3	< 0.1%
84.6501	3	< 0.1%
83.7703	4	< 0.1%
83.0507	5	< 0.1%
82.2033	12	< 0.1%
81.51	14	< 0.1%

R11 (MOhm)
Real number (ℝ)

Distinct	6282
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.868461

Minimum	0.0305
Maximum	87.3522
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0305
5-th percentile	0.1072
Q1	9.80515
median	26.2573
Q3	39.0796
95-th percentile	56.076
Maximum	87.3522
Range	87.3217
Interquartile range (IQR)	29.27445

Descriptive statistics

Standard deviation	18.46762
Coefficient of variation (CV)	0.71390486
Kurtosis	-0.74639718
Mean	25.868461
Median Absolute Deviation (MAD)	13.1813
Skewness	0.094133111
Sum	7648760.6
Variance	341.05298
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.108	2244	0.8%
0.1082	2224	0.8%
0.1081	2211	0.7%
0.1078	2049	0.7%
0.1084	2008	0.7%
0.1077	1950	0.7%
0.1072	1942	0.7%
0.1075	1924	0.7%
0.1074	1877	0.6%
0.1073	1850	0.6%
Other values (6272)	275400	93.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0305	2	< 0.1%
0.0311	4	< 0.1%
0.0312	1	< 0.1%
0.0313	2	< 0.1%
0.0315	2	< 0.1%
0.0316	1	< 0.1%
0.0317	3	< 0.1%
0.0318	3	< 0.1%
0.0319	1	< 0.1%
0.032	4	< 0.1%

Value	Count	Frequency (%)
87.3522	5	< 0.1%
86.5731	5	< 0.1%
85.6562	5	< 0.1%
84.9067	13	< 0.1%
84.0241	8	< 0.1%
83.3024	20	< 0.1%
82.4524	26	< 0.1%
81.757	27	< 0.1%
80.9377	29	< 0.1%
80.2672	44	< 0.1%

R12 (MOhm)
Real number (ℝ)

Distinct	6308
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.153311

Minimum	0.0327
Maximum	85.0777
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0327
5-th percentile	0.1067
Q1	8.8643
median	21.8891
Q3	34.0402
95-th percentile	48.6557
Maximum	85.0777
Range	85.045
Interquartile range (IQR)	25.1759

Descriptive statistics

Standard deviation	16.297502
Coefficient of variation (CV)	0.73566892
Kurtosis	-0.62233518
Mean	22.153311
Median Absolute Deviation (MAD)	12.2749
Skewness	0.21718247
Sum	6550268.8
Variance	265.60858
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.108	1315	0.4%
0.1082	1258	0.4%
0.1079	1244	0.4%
0.1083	1222	0.4%
0.1078	1212	0.4%
0.1084	1198	0.4%
0.1072	1134	0.4%
0.1076	1107	0.4%
0.1086	1092	0.4%
0.1075	1090	0.4%
Other values (6298)	283807	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0327	2	< 0.1%
0.0328	1	< 0.1%
0.0329	2	< 0.1%
0.033	3	< 0.1%
0.0331	3	< 0.1%
0.0334	3	< 0.1%
0.0335	1	< 0.1%
0.0336	3	< 0.1%
0.0337	3	< 0.1%
0.0338	4	< 0.1%

Value	Count	Frequency (%)
85.0777	1	< 0.1%
84.1934	3	< 0.1%
83.4702	2	< 0.1%
82.6184	2	< 0.1%
81.9217	6	< 0.1%
81.1007	5	< 0.1%
80.4289	11	< 0.1%
79.6371	14	< 0.1%
78.9889	34	< 0.1%
78.2247	25	< 0.1%

R13 (MOhm)
Real number (ℝ)

Distinct	6427
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.602684

Minimum	0.0321
Maximum	75.4135
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0321
5-th percentile	0.0996
Q1	6.5551
median	18.16
Q3	30.1552
95-th percentile	46.783
Maximum	75.4135
Range	75.3814
Interquartile range (IQR)	23.6001

Descriptive statistics

Standard deviation	15.361132
Coefficient of variation (CV)	0.78362395
Kurtosis	-0.52177817
Mean	19.602684
Median Absolute Deviation (MAD)	11.9952
Skewness	0.43070725
Sum	5796101.9
Variance	235.96439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1027	1078	0.4%
0.1025	1077	0.4%
0.1026	1074	0.4%
0.1023	1045	0.4%
0.1019	1037	0.4%
0.1022	1036	0.4%
0.1029	1003	0.3%
0.1018	991	0.3%
0.1017	984	0.3%
0.1021	983	0.3%
Other values (6417)	285371	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0321	1	< 0.1%
0.0328	1	< 0.1%
0.033	1	< 0.1%
0.0335	2	< 0.1%
0.0336	1	< 0.1%
0.0338	2	< 0.1%
0.0339	2	< 0.1%
0.0341	1	< 0.1%
0.0342	1	< 0.1%
0.0343	5	< 0.1%

Value	Count	Frequency (%)
75.4135	3	< 0.1%
74.7083	2	< 0.1%
74.1305	3	< 0.1%
73.4487	15	< 0.1%
72.8899	12	< 0.1%
72.2303	16	< 0.1%
71.6896	15	< 0.1%
71.0511	22	< 0.1%
70.5276	22	< 0.1%
69.9094	14	< 0.1%

R14 (MOhm)
Real number (ℝ)

Distinct	6260
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.614016

Minimum	0.0313
Maximum	104.6376
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0313
5-th percentile	0.1058
Q1	9.2714
median	24.4114
Q3	39.772
95-th percentile	59.467
Maximum	104.6376
Range	104.6063
Interquartile range (IQR)	30.5006

Descriptive statistics

Standard deviation	19.444796
Coefficient of variation (CV)	0.75914674
Kurtosis	-0.79656818
Mean	25.614016
Median Absolute Deviation (MAD)	15.3606
Skewness	0.27711123
Sum	7573526.6
Variance	378.10011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.107	2212	0.7%
0.1069	2212	0.7%
0.1067	2198	0.7%
0.1066	2129	0.7%
0.1064	1982	0.7%
0.1071	1951	0.7%
0.1063	1893	0.6%
0.1062	1803	0.6%
0.1061	1774	0.6%
0.1072	1718	0.6%
Other values (6250)	275807	93.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0313	1	< 0.1%
0.0316	2	< 0.1%
0.0317	1	< 0.1%
0.0318	4	< 0.1%
0.032	4	< 0.1%
0.0321	4	< 0.1%
0.0324	1	< 0.1%
0.0325	3	< 0.1%
0.0326	6	< 0.1%
0.0327	5	< 0.1%

Value	Count	Frequency (%)
104.6376	1	< 0.1%
88.7468	1	< 0.1%
82.7549	1	< 0.1%
82.0441	3	< 0.1%
81.2069	6	< 0.1%
80.522	11	< 0.1%
79.7151	16	< 0.1%
79.0547	22	< 0.1%
78.2765	35	< 0.1%
77.6394	39	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
0	0.000	32.7023	9.9032	240.8069	0.8900	0.0738	0.1314	0.0987	0.0936	0.1026	0.1152	0.1105	0.0891	0.0951	0.1083	0.1037	0.1009	0.0927	0.1009
1	0.307	45.5699	13.7998	240.8029	0.8950	0.0786	0.1286	0.1019	0.0932	0.1051	0.1129	0.1128	0.0905	0.0958	0.1103	0.1043	0.1025	0.0942	0.1020
2	0.617	58.5539	17.7318	240.7989	0.8979	0.0816	0.1287	0.1052	0.0940	0.1075	0.1128	0.1149	0.0918	0.0966	0.1119	0.1050	0.1036	0.0958	0.1028
3	0.924	71.4123	21.6256	240.7949	0.8971	0.0834	0.1303	0.1083	0.0954	0.1100	0.1138	0.1172	0.0928	0.0972	0.1130	0.1054	0.1044	0.0968	0.1033
4	1.234	83.8100	25.3800	240.7917	0.8980	0.0851	0.1324	0.1112	0.0967	0.1120	0.1151	0.1194	0.0936	0.0976	0.1138	0.1057	0.1049	0.0975	0.1038
5	1.541	83.8100	25.3800	240.8061	0.8986	0.0867	0.1343	0.1138	0.0981	0.1139	0.1165	0.1213	0.0942	0.0980	0.1144	0.1058	0.1053	0.0980	0.1041
6	1.850	83.8100	25.3800	240.8206	0.8986	0.0879	0.1363	0.1160	0.0992	0.1156	0.1178	0.1233	0.0947	0.0981	0.1148	0.1059	0.1058	0.0985	0.1045
7	2.160	83.8100	25.3800	240.8351	0.8980	0.0891	0.1382	0.1179	0.1005	0.1171	0.1191	0.1246	0.0952	0.0983	0.1152	0.1062	0.1060	0.0988	0.1046
8	2.469	83.8100	25.3800	240.8095	0.8990	0.0901	0.1399	0.1199	0.1017	0.1187	0.1202	0.1260	0.0955	0.0985	0.1153	0.1062	0.1062	0.0992	0.1047
9	2.779	83.8100	25.3800	240.7742	0.8982	0.0912	0.1413	0.1213	0.1025	0.1200	0.1212	0.1274	0.0958	0.0986	0.1155	0.1064	0.1063	0.0993	0.1047

	Time (s)	Humidity (%r.h.)	Temperature (C)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
295669	90904.834	65.59	25.78	0.8982	0.0959	0.1515	0.1298	0.1087	0.0675	0.0801	0.1213	0.1081	0.0986	0.1213	0.0367	0.0700	0.1281	0.1354
295670	90905.142	65.59	25.78	0.8980	0.2109	0.5838	0.9063	0.6374	0.9846	1.1292	1.6248	1.0441	1.0917	1.5363	2.6780	4.2796	5.7742	7.0926
295671	90905.451	65.59	25.78	0.2109	2.1432	5.1980	8.0412	5.2273	7.5177	8.4206	11.4616	21.1864	17.0500	20.7874	27.9237	31.9957	29.8431	40.1490
295672	90905.758	65.59	25.78	0.2067	11.0214	22.9348	33.4568	17.8258	30.4617	31.2398	37.5155	51.9752	41.8263	50.9512	57.1452	55.0929	42.5944	58.5835
295673	90906.068	65.59	25.78	0.2040	31.6597	50.9873	61.4312	29.2098	55.4192	57.6490	65.4992	74.5800	51.7813	56.9725	60.7607	64.4655	48.1178	64.3090
295674	90906.378	65.59	25.78	0.2027	52.2091	68.0747	80.6932	34.5923	74.1951	72.9197	73.1862	62.0148	55.9641	62.7987	67.3014	63.1158	47.0629	64.3090
295675	90906.687	65.59	25.78	0.2020	66.4837	75.0345	79.2369	35.1038	69.5025	72.9197	81.3453	72.6381	54.1752	56.9725	61.2250	61.7414	48.6628	66.2847
295676	90906.996	65.59	25.78	0.2010	67.0368	75.6194	75.1638	34.2691	72.9643	76.2102	75.7201	61.0769	55.9641	56.2354	67.8697	62.2197	46.2782	62.9436
295677	90907.305	65.59	25.78	0.2008	68.5571	76.3332	71.4844	33.8093	63.4677	66.4281	68.5895	65.5821	55.6241	55.1962	62.0947	56.1889	46.0523	62.9436
295678	90907.614	65.59	25.78	0.2000	61.4100	66.0296	65.6318	32.1616	62.5610	63.9055	64.5292	61.5850	55.2214	53.1675	59.4820	54.7785	47.0629	63.3641

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample